{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "421add4b",
   "metadata": {},
   "source": [
    "# 实验一     数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4711df9",
   "metadata": {},
   "source": [
    "## 实验目的"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46feba1a",
   "metadata": {},
   "source": [
    "1、理解数据预处理的常用方法及实际意义；\n",
    "\n",
    "2、熟练掌握数据预处理的典型操作，并能根据实际数据特点对数据进行有效的预处理。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff29fc64",
   "metadata": {},
   "source": [
    "### 实验内容 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c63b5f27",
   "metadata": {},
   "source": [
    "#### 1、查看catering_sale.xls数据集，完成以下题目：\n",
    "\n",
    "（1）查看数据的基本情况（平均值、标准差、最小值、最大值以及极差、1/4、1/2、3/4分位数、四分位数间距）；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8bdcd062",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4ea42244",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>销量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>201</td>\n",
       "      <td>200.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2014-11-13 14:41:11.641790976</td>\n",
       "      <td>2755.214700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2014-08-02 00:00:00</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2014-09-21 00:00:00</td>\n",
       "      <td>2451.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2014-11-11 00:00:00</td>\n",
       "      <td>2655.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2015-01-06 00:00:00</td>\n",
       "      <td>3026.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2015-03-01 00:00:00</td>\n",
       "      <td>9106.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>751.029772</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  日期           销量\n",
       "count                            201   200.000000\n",
       "mean   2014-11-13 14:41:11.641790976  2755.214700\n",
       "min              2014-08-02 00:00:00    22.000000\n",
       "25%              2014-09-21 00:00:00  2451.975000\n",
       "50%              2014-11-11 00:00:00  2655.850000\n",
       "75%              2015-01-06 00:00:00  3026.125000\n",
       "max              2015-03-01 00:00:00  9106.440000\n",
       "std                              NaN   751.029772"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "极差range:  9084.44\n",
      "四分位数间距IQR:  574.1500000000001\n"
     ]
    }
   ],
   "source": [
    "source_data = pd.read_excel(io=\"C:\\\\Users\\\\30382\\\\Desktop\\\\data\\\\catering_sale.xls\")\n",
    "display(source_data.describe())\n",
    "print(\"极差range: \",source_data[\"销量\"].max()-source_data[\"销量\"].min())\n",
    "print(\"四分位数间距IQR: \",source_data[\"销量\"].quantile(q=0.75,interpolation=\"linear\")-\n",
    "    source_data[\"销量\"].quantile(q=0.25,interpolation=\"linear\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05752fad",
   "metadata": {},
   "source": [
    "### describe（）介绍 "
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "a1c5c8ab",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2b704b9",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bff2324d",
   "metadata": {},
   "source": [
    "（2）查找该数据集中的缺失值，使用盒图检测异常值（异常值通常被定义为小于Q1-1.5IQR或大于Q3+1.5IQR,IQR=Q3-Q1），并且用合理的方法进行填充。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5c1947a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "删除了8个，还剩193个\n",
      "填充结果是： [2618.2, 2608.4, 2651.9, 3442.1, 3393.1, 3136.6, 3744.1, 3614.7, 3295.5, 2332.1, 2699.3, 2755.2146999999995, 3036.8, 3014.3, 2742.8, 2173.5, 3161.8, 3023.8, 2998.1, 2805.9, 2383.4, 2620.2, 2600.0, 2358.6, 2682.2, 2766.8, 2618.8, 2714.3, 2280.8, 2414.0, 3130.6, 2716.9, 2930.8, 2504.9, 2559.5, 2168.6, 2436.4, 3234.3, 3061.0, 2900.1, 2646.8, 2615.2, 2124.4, 1958.0, 2259.1, 2419.8, 2775.0, 2594.9, 2468.3, 3004.3, 3313.3, 3613.6, 2655.9, 2644.3, 2565.3, 2525.9, 2778.0, 2542.1, 2473.3, 2240.1, 2575.0, 3802.8, 2274.7, 2687.2, 2577.8, 2583.0, 3282.6, 3113.7, 2661.4, 2553.2, 2511.3, 2710.3, 2468.1, 3041.5, 3178.9, 2594.4, 2381.1, 2415.0, 2236.4, 3207.2, 3059.5, 3039.1, 2817.5, 2891.8, 2470.1, 3556.6, 3397.7, 2761.6, 2618.2, 2758.3, 2614.3, 3437.1, 3250.0, 3063.7, 2839.2, 2360.9, 2158.5, 2005.5, 3236.4, 2452.6, 2265.0, 2566.1, 2527.2, 2326.5, 2941.9, 2520.9, 2446.2, 2549.4, 2449.3, 2162.5, 2781.3, 3060.6, 2064.0, 2439.7, 2476.2, 2478.3, 2826.2, 2924.8, 2417.5, 2450.1, 2533.0, 2238.7, 2388.8, 3291.3, 2738.8, 2344.1, 2068.8, 3185.3, 2778.6, 2921.1, 2524.3, 3057.1, 3039.6, 3193.4, 3075.4, 2847.6, 2311.4, 2327.3, 2616.6, 2620.2, 2616.4, 2655.8, 2310.7, 2935.8, 3017.9, 2625.5, 2752.7, 2181.5, 2440.5, 2422.8, 2583.6, 2728.9, 2525.3, 2531.7, 2300.5, 2097.5, 3555.2, 3462.5, 3033.1, 2926.1, 2431.4, 2706.0, 3049.9, 3494.7, 3691.9, 2929.5, 2760.6, 2593.7, 2884.4, 2591.3, 3022.6, 3052.1, 2789.2, 2909.8, 2326.8, 2453.1, 2351.2, 3279.1, 3381.9, 2988.1, 2577.7, 2332.3, 2518.6, 2697.5, 3244.7, 3346.7, 2900.6, 2759.1, 2915.8, 2618.1, 2993.0, 3436.4, 2261.7]\n"
     ]
    }
   ],
   "source": [
    "Q3 = source_data[\"销量\"].quantile(q=0.75,interpolation=\"linear\")\n",
    "Q1 = source_data[\"销量\"].quantile(q=0.25,interpolation=\"linear\")\n",
    "IQR = Q3 - Q1\n",
    "top = Q3 + 1.5 * IQR\n",
    "bottom = Q1 - 1.5 * IQR\n",
    "num_sale = source_data[\"销量\"]\n",
    "incep = num_sale[(num_sale<bottom)|(num_sale>top)]    \n",
    "incep_df = pd.DataFrame(incep)\n",
    "drop_data = source_data.drop(incep_df.index)\n",
    "print(f\"删除了{len(incep_df)}个，还剩{len(drop_data)}个\")\n",
    "filled=drop_data.fillna(value=source_data[\"销量\"].mean())\n",
    "print(\"填充结果是：\", list(filled[\"销量\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6e5eb31",
   "metadata": {},
   "source": [
    "#### 2、使用3种规范化（最小-最大规范化、零-均值规范化、小数定标规范化）的方法处理相同数据集normalization_data.xls，并对比结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e4787481",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "源数据：\n",
      "     0    1    2     3\n",
      "0   78  521  602  2863\n",
      "1  144 -600 -521  2245\n",
      "2   95 -457  468 -1283\n",
      "3   69  596  695  1054\n",
      "4  190  527  691  2051\n",
      "5  101  403  470  2487\n",
      "6  146  413  435  2571\n"
     ]
    }
   ],
   "source": [
    "source_data = pd.read_excel(\"C:\\\\Users\\\\30382\\\\Desktop\\\\data\\\\normalization_data.xls\",header=None)\n",
    "print(f\"源数据：\\n{source_data}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a40ed2ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最小-最大规范化:\n",
      "          0         1         2         3\n",
      "0  0.074380  0.937291  0.923520  1.000000\n",
      "1  0.619835  0.000000  0.000000  0.850941\n",
      "2  0.214876  0.119565  0.813322  0.000000\n",
      "3  0.000000  1.000000  1.000000  0.563676\n",
      "4  1.000000  0.942308  0.996711  0.804149\n",
      "5  0.264463  0.838629  0.814967  0.909310\n",
      "6  0.636364  0.846990  0.786184  0.929571\n"
     ]
    }
   ],
   "source": [
    "max_data = source_data.max()\n",
    "min_data = source_data.min()\n",
    "min_max_normalization = (source_data - min_data)/(max_data - min_data)\n",
    "print(f'最小-最大规范化:\\n{min_max_normalization}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "19b85025",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-分数规范化:\n",
      "          0         1         2         3\n",
      "0 -0.905383  0.635863  0.464531  0.798149\n",
      "1  0.604678 -1.587675 -2.193167  0.369390\n",
      "2 -0.516428 -1.304030  0.147406 -2.078279\n",
      "3 -1.111301  0.784628  0.684625 -0.456906\n",
      "4  1.657146  0.647765  0.675159  0.234796\n",
      "5 -0.379150  0.401807  0.152139  0.537286\n",
      "6  0.650438  0.421642  0.069308  0.595564\n"
     ]
    }
   ],
   "source": [
    "mean_data = source_data.mean()\n",
    "std_data = source_data.std()\n",
    "z_mean_normalization = (source_data-mean_data)/std_data\n",
    "print(f'Z-分数规范化:\\n{z_mean_normalization}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "099a969a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "小数定标规范化:\n",
      "       0      1      2       3\n",
      "0  0.078  0.521  0.602  0.2863\n",
      "1  0.144 -0.600 -0.521  0.2245\n",
      "2  0.095 -0.457  0.468 -0.1283\n",
      "3  0.069  0.596  0.695  0.1054\n",
      "4  0.190  0.527  0.691  0.2051\n",
      "5  0.101  0.403  0.470  0.2487\n",
      "6  0.146  0.413  0.435  0.2571\n"
     ]
    }
   ],
   "source": [
    "j = np.ceil(np.log10(source_data.abs().max()))\n",
    "decimal_normalization = source_data/10**j\n",
    "print(f'小数定标规范化:\\n{decimal_normalization}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b71bf972",
   "metadata": {},
   "source": [
    "三种规范化方法的区别在于数据的映射范围和处理方式。最小-最大规范化将数据映射到固定的范围[0,1]，零-均值规范化将数据标准化为以0为均值、1为标准差的分布，而小数定标规范化则将数据缩放到[-1,1]之间。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c570b20",
   "metadata": {},
   "source": [
    "#### 3、对catering_sale_all.xls数据集中任意两种菜品做相关性分析（Pearson）,得到任意两款菜品之间的相关系数。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45ec0c63",
   "metadata": {},
   "source": [
    "source_data = pd.read_excel(\"C:\\\\Users\\\\30382\\\\Desktop\\\\data\\\\catering_sale_all.xls\")\n",
    "source_data = source_data.drop(\"日期\",axis=1)\n",
    "source_data.corr(method=\"pearson\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0679ec19",
   "metadata": {},
   "source": [
    "#### 4、使用等宽法、等频法两种离散化方法对“医学中中医证型的相关数据”进行连续属性离散化，并进行对比。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e33697f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "肝气郁结证型系数\n",
       "2    395\n",
       "1    335\n",
       "3    100\n",
       "0     73\n",
       "4     27\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 等宽法。\n",
    "source_data = pd.read_excel(\"C:\\\\Users\\\\30382\\\\Desktop\\\\data\\\\discretization_data.xls\")\n",
    "data = source_data[\"肝气郁结证型系数\"]\n",
    "num_cuts = 5 # 分割的块数是5\n",
    "d_width = pd.cut(data, num_cuts, labels = range(num_cuts))\n",
    "d_width.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a9fc75c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 4))\n",
    "for j in range(0, num_cuts):\n",
    "    plt.plot(data[d_width==j],[j for i in d_width[d_width==j]],'o')\n",
    "plt.ylim(-0.5, num_cuts - 0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ded65c09",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "肝气郁结证型系数\n",
      "(0.024999999999999998, 0.167]    189\n",
      "(0.249, 0.293]                   187\n",
      "(0.214, 0.249]                   186\n",
      "(0.293, 0.504]                   185\n",
      "(0.167, 0.214]                   183\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 等频法\n",
    "d_frequency = pd.qcut(data, num_cuts)\n",
    "print(d_frequency.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f1a0547",
   "metadata": {},
   "source": [
    "等宽分箱：均匀切分,等距分箱\n",
    "\n",
    "等深分箱：每个离散化的类别中样本个数相似"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5526399e",
   "metadata": {},
   "source": [
    "## 心得 "
   ]
  },
  {
   "cell_type": "raw",
   "id": "8c2484e0",
   "metadata": {},
   "source": [
    "   做完了此次实验，才发现理论和实践有那么大的差别，理论知识只是应用的铺垫基础，当真正实现时，才发现花的功夫一点也不少，需要学习python里面几个库的用法，还有许多内置函数，令人头疼，不过历尽千辛完成任务后，觉得自己收获许多专业知识的技能，变得更加自信，而且通过这次实验，知道了数据预处理的强大和作用，以后还会继续学习，希望了解更多。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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